From fff207283fc7ec52637d2ed2e3ea89834ae2f7f6 Mon Sep 17 00:00:00 2001
From: Dhavide Aruliah <dhavide@gmail.com>
Date: Thu, 31 Oct 2024 19:23:04 +0000
Subject: [PATCH] Updates Using_PySTAC notebook

---
 .../01_Data_Manipulation_Tools.ipynb          |  2 +-
 .../02_Data_Visualization_Tools.ipynb         |  2 +-
 03_Using_NASA_EarthData/03_Using_PySTAC.ipynb | 27 ++++++++++---------
 3 files changed, 16 insertions(+), 15 deletions(-)

diff --git a/02_Software_Tools/01_Data_Manipulation_Tools.ipynb b/02_Software_Tools/01_Data_Manipulation_Tools.ipynb
index 0531ff8..e70ced4 100644
--- a/02_Software_Tools/01_Data_Manipulation_Tools.ipynb
+++ b/02_Software_Tools/01_Data_Manipulation_Tools.ipynb
@@ -1120,7 +1120,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "version": "3.12.4"
   }
  },
  "nbformat": 4,
diff --git a/02_Software_Tools/02_Data_Visualization_Tools.ipynb b/02_Software_Tools/02_Data_Visualization_Tools.ipynb
index 318ebd9..caa2f7d 100644
--- a/02_Software_Tools/02_Data_Visualization_Tools.ipynb
+++ b/02_Software_Tools/02_Data_Visualization_Tools.ipynb
@@ -1061,7 +1061,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "version": "3.12.4"
   }
  },
  "nbformat": 4,
diff --git a/03_Using_NASA_EarthData/03_Using_PySTAC.ipynb b/03_Using_NASA_EarthData/03_Using_PySTAC.ipynb
index db000bc..3e0f6e7 100644
--- a/03_Using_NASA_EarthData/03_Using_PySTAC.ipynb
+++ b/03_Using_NASA_EarthData/03_Using_PySTAC.ipynb
@@ -9,28 +9,25 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
-   "id": "bea8016e-e6c2-4cc8-a53f-191c00dc33d3",
+   "id": "0097891e-d381-4ce9-9258-feb7bff46992",
    "metadata": {
     "jupyter": {
      "source_hidden": true
     }
    },
    "source": [
-    "There is an abundance of data searchable through NASA's [Earthdata Search](https://search.earthdata.nasa.gov). The preceding link connects to a GUI for searching [SpatioTemporal Asset Catalogs (STAC)](https://stacspec.org/) by specifying an *Area of Interest (AOI)* and a *time-window* or *range of dates*."
+    "There is an abundance of data searchable through NASA's [Earthdata Search](https://search.earthdata.nasa.gov). The preceding link connects to a GUI for searching [SpatioTemporal Asset Catalogs (STAC)](https://stacspec.org/) by specifying an *Area of Interest (AOI)* and a *time-window* or *range of dates*.\n",
+    "\n",
+    "For the sake of reproducibility, we want to be able to search asset catalogs programmatically. This is where the [PySTAC](https://pystac.readthedocs.io/en/stable/) library comes in."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b6d78912-a7d8-4e7c-8ead-ef1e593f8706",
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    }
-   },
+   "id": "4a332d11-9b60-49af-94f2-671f725414ed",
+   "metadata": {},
    "source": [
-    "For the sake of reproducibility, we want to be able to search asset catalogs programmatically. This is where the [PySTAC](https://pystac.readthedocs.io/en/stable/) library comes in.\n",
-    "\n",
     "---"
    ]
   },
@@ -163,7 +160,7 @@
    "outputs": [],
    "source": [
     "basemap = gv.tile_sources.OSM\n",
-    "rect = gv.Rectangles([aoi]).opts(opts.Rectangles(alpha=0.25, color='cyan'))\n",
+    "rect = gv.Rectangles([aoi]).opts(opts.Rectangles(alpha=0.15, color='cyan'))\n",
     "\n",
     "rect*basemap"
    ]
@@ -408,7 +405,11 @@
    "cell_type": "code",
    "execution_count": null,
    "id": "3b863c36",
-   "metadata": {},
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    }
+   },
    "outputs": [],
    "source": [
     "len(granules.index.unique()) / len(granules) # Notice the timestamps are not all unique, i.e., some are repeated"
@@ -584,7 +585,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "version": "3.12.4"
   }
  },
  "nbformat": 4,